The models used for few-shot segmentation are described in B.1. We use the inpainting pretrained models and finetune them on few-shot segmentation on CelebA-Faces, ADE-Cars, and LSUN-Cats at 224x224 resolution. The samples for the few-shot dataset are selected as done in DatasetGAN in [1]}. To train the network, we use the per-pixel cross entropy loss.
